Research Track
98 Lectures · Jun 28, 2009
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Clustering Track
Adapting the Right Measures for K-Means Clustering
Sep 14, 2009
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5480 Views
A Principled and Flexible Framework for Finding Alternative Clusterings
Sep 14, 2009
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3376 Views
Improving Clustering Stability with Combinatorial MRFs
Sep 14, 2009
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4299 Views
Ranking-Based Clustering of Heterogeneous Information Networks with Star Network...
Sep 14, 2009
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7401 Views
Co-Clustering on Manifolds
Sep 14, 2009
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5334 Views
Fast Approximate Spectral Clustering
Sep 14, 2009
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5061 Views
Recommender Systems Track
Collaborative Filtering with Temporal Dynamics
Sep 14, 2009
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16516 Views
TrustWalker: A Random Walk Model for Combining Trust-Based and Item-Based Recomm...
Sep 14, 2009
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6558 Views
Regression-Based Latent Factor Models
Sep 14, 2009
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7759 Views
Learning Optimal Ranking with Tensor Factorization for Tag Recommendation
Sep 14, 2009
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5375 Views
TANGENT: A Novel, 'Surprise-me' Recommendation Algorithm
Sep 14, 2009
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4511 Views
Temporal & Streams Mining Track
Spatial-Temporal Causal Modeling for Climate Change Attribution
Sep 14, 2009
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4425 Views
Grouped Graphical Granger Modeling Methods for Temporal Causal Modeling
Sep 14, 2009
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4092 Views
Issues in Evaluation of Stream Learning Algorithms
Sep 14, 2009
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4588 Views
New Ensemble Methods for Evolving Data Streams
Sep 14, 2009
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4679 Views
Toward Autonomic Grids: Analyzing the Job Flow with Affinity Streaming
Sep 14, 2009
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4356 Views
Social Content Track
Analyzing Patterns of User Content Generation in Online Social Networks
Sep 14, 2009
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5184 Views
Exploiting Wikipedia as External Knowledge for Document Clustering
Sep 14, 2009
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4200 Views
Collective Annotation of Wikipedia Entities in Web Text
Sep 14, 2009
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5590 Views
Characterizing Individual Communication Patterns
Sep 14, 2009
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3725 Views
Supervised Learning Track
Feature Shaping for Linear SVM Classifiers
Sep 14, 2009
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3785 Views
Primal Sparse Max-Margin Markov Networks
Sep 14, 2009
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3977 Views
Large-Scale Sparse Logistic Regression
Sep 14, 2009
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7289 Views
Cross Domain Distribution Adaptation via Kernel Mapping
Sep 14, 2009
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4446 Views
Anomaly & Streams Track
Genre-Based Decomposition of Email Class Noise
Sep 14, 2009
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3011 Views
Efficient Anomaly Monitoring Over Moving Object Trajectory Streams
Sep 14, 2009
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4050 Views
CoCo: Coding Cost for Parameter-free Outlier Detection
Sep 14, 2009
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3593 Views
Learning with a Non-Exhaustive Training Dataset: Detection of Bacteria Cultures ...
Sep 14, 2009
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3729 Views
DynaMMo: Mining and Summarization of Coevolving Sequences with Missing Values
Sep 14, 2009
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3721 Views
Text Mining Track
Connections between the Lines: Augmenting Social Networks with Text
Sep 14, 2009
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4493 Views
Structured Correspondence Topic Models for Mining Captioned Figures in Biologica...
Sep 14, 2009
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3834 Views
Name-Ethnicity Classification from Open Sources
Sep 14, 2009
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3697 Views
Efficient Methods for Topic Model Inference on Streaming Document Collections
Sep 14, 2009
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4508 Views
Extracting Discriminative Concepts for Domain Adaptation in Text Mining
Sep 14, 2009
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3764 Views
Graph Mining Track
Parallel Community Detection on Large Networks with Propinquity Dynamics
Sep 14, 2009
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4645 Views
Constant-Factor Approximation Algorithms for Identifying Dynamic Communities
Sep 14, 2009
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3831 Views
Large-Scale Graph Mining Using Backbone Refinement Classes
Sep 14, 2009
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4230 Views
Doulion: Counting Triangles in Massive Graphs with a Coin
Aug 14, 2009
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6134 Views
Search & Advertising Track
BBM: Bayesian Browsing Model from Petabyte-scale Data
Sep 14, 2009
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3250 Views
Mining Rich Session Context to Improve Web Search
Sep 14, 2009
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4017 Views
On Burstiness-Aware Search for Document Sequences
Sep 14, 2009
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3080 Views
Mining Broad Latent Query Aspects from Search Sessions
Sep 14, 2009
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3118 Views
Combined: Anomaly Detection Track
A LRT Framework for Fast Spacial Anomaly Detection
Sep 14, 2009
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3886 Views
Anomalous Window Discovery through Scan Statistics for Linear Intersecting Paths...
Sep 14, 2009
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3482 Views
Category Detection Using Hierarchical Mean Shift
Aug 14, 2009
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4366 Views
BGP-lens: Patterns and Anomalies in Internet Routing Updates
Sep 14, 2009
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4771 Views
Statistical & Consensus Methods Track
Tell Me Something I Don't Know: Randomization Strategies for Iterative Data Mini...
Sep 14, 2009
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3500 Views
Constrained Optimization for Validation-Guided Conditional Random Field Learning
Sep 14, 2009
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4348 Views
Scalable Pseudo-Likelihood Estimation in Hybrid Random Fields
Sep 14, 2009
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3596 Views
Heterogeneous Source Consensus Learning via Decision Propagation and Negotiation
Sep 14, 2009
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3430 Views
Consensus Group Stable Feature Selection
Sep 14, 2009
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3762 Views
Privacy & Semi-Supervised Methods Track
Collusion-Resistant Anonymous Data Collection Method
Sep 14, 2009
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3924 Views
Differentially Private Recommender Systems: Building Privacy into the Netflix Pr...
Sep 14, 2009
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4042 Views
On the Tradeoff Between Privacy and Utility in Data Publishing
Sep 14, 2009
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4237 Views
The Offset Tree for Learning with Partial Labels
Sep 14, 2009
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3459 Views
Information Theoretic Regularization for Semi-Supervised Boosting
Sep 14, 2009
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3100 Views
Pattern Mining Applications Track
Classification of Software Behaviors for Failure Detection: A Discriminative Pat...
Sep 14, 2009
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3973 Views
Mining Discrete Patterns via Binary Matrix Factorization
Sep 14, 2009
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4968 Views
An Association Analysis Approach to Biclustering
Sep 14, 2009
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5260 Views
Learning, Indexing, and Diagnosing Network Faults
Sep 14, 2009
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2923 Views
WhereNext: a Location Predictor on Trajectory Pattern Mining
Sep 14, 2009
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5446 Views
Social Networks Track
On Compressing Social Networks
Sep 14, 2009
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4019 Views
Social Influence Analysis in Large-scale Networks
Sep 14, 2009
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6604 Views
Finding a Team of Experts in Social Networks
Sep 14, 2009
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4689 Views
Mining Social Networks for Personalized Email Prioritization
Sep 14, 2009
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3601 Views
Web & Behavior Mining Track
Mining for the Most Certain Predictions from Dyadic Data
Sep 14, 2009
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3560 Views
Exploring Social Tagging Graph for Web Object Classification
Sep 14, 2009
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3585 Views
Large-Scale Behavioral Targeting
Sep 14, 2009
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8275 Views
User Grouping Behavior in Online Forums
Sep 14, 2009
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5299 Views
Active Learning Track
Improving Data Mining Utility with Projective Sampling
Sep 14, 2009
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3749 Views
Effective Multi-Label Active Learning for Text Classification
Sep 14, 2009
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5426 Views
Regret-based Online Ranking for a Growing Digital Library
Sep 14, 2009
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3290 Views
Efficiently Learning the Accuracy of Labeling Sources for Selective Sampling
Sep 14, 2009
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4019 Views
Dynamic Social Networks Track
Learning Patterns in the Dynamics of Biological Networks
Sep 14, 2009
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3136 Views
Meme-tracking and the dynamics of the news cycle
Sep 14, 2009
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9507 Views
Measuring the Effects of Preprocessing Decisions and Network Forces in Dynamic N...
Sep 14, 2009
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2872 Views
Multi-Relational Mining Track
A Multi-Relational Approach to Spatial Classification
Sep 14, 2009
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4607 Views
Characteristic Relational Patterns
Sep 14, 2009
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3587 Views
MetaFac: Community Discovery via Relational Hypergraph Factorization
Sep 14, 2009
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4279 Views
Using Graph-based Metrics with Empirical Risk Minimization to Speed Up Active Le...
Sep 14, 2009
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3209 Views
on and Management of Data Center Chillers using Temporal
Time Series Shapelets: A New Primitive for Data Mining
Sep 14, 2009
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7331 Views
Detection of Unique Temporal Segments by Information Theoretic Meta-clustering
Sep 14, 2009
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3276 Views
Temporal mining for interactive workflow data analysis
Sep 14, 2009
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4034 Views
Frequent Patterns Track
Probabilistic Frequent Itemset Mining in Uncertain Databases
Sep 14, 2009
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3287 Views
Towards Efficient Mining of Proportional Fault-Tolerant Frequent Itemsets
Sep 14, 2009
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3489 Views
Correlated Itemset Mining in ROC Space: A Constraint Programming Approach
Sep 14, 2009
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4168 Views
Web Mining Track
Optimizing Web Traffic via the Media Scheduling Problem
Sep 14, 2009
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3673 Views
Turning Down the Noise in the Blogosphere
Sep 14, 2009
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3946 Views
Scalable Graph Clustering Using Stochastic Flows: Applications to Community Disc...
Sep 14, 2009
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4404 Views
A Viewpoint-based Approach for Interaction Graph Analysis
Sep 14, 2009
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4185 Views
A Generalized Co-HITS Algorithm and Its Application to Bipartite Graphs
Sep 14, 2009
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5493 Views
Combined: Applications Track
Mining Brain Region Connectivity for Alzheimer's Disease Study via Sparse Invers...
Sep 14, 2009
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3867 Views
Multi-focal Learning and Its Application to Customer Service Support
Sep 14, 2009
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3295 Views
Augmenting the Generalized Hough Transform to Enable the Mining of Petroglyphs
Sep 14, 2009
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3744 Views
COA: Finding Novel Patents through Text Analysis
Jan 11, 2010
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4357 Views
Drosophila Gene Expression Pattern Annotation Using Sparse Features and Term-ter...
Sep 14, 2009
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3492 Views
Enabling Analysts in Managed Services for CRM Analytics
Sep 14, 2009
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3836 Views
Quantification and Semi-supervised Classification Methods for Handling Changes i...
Sep 14, 2009
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3631 Views